✦ Why datamend? ✦ Real-world data is never clean. Nulls sneak in. Distributions shift. Models fail silently on corrupted inputs. datamend is the single library that catches, fixes, validates, monitors, and traces every data quality issue — automatically — so your ML pipeline never breaks from bad data again.